kserve¶

Architecture snapshot: 2026-05-20 (2026-05-20)

Repository: kserve/kserve
Analyzer: arch-analyzer 0.2.0
Extracted: 2026-05-20T04:09:23Z

Summary¶

Metric	Count
CRDs	26
Deployments	9
Services	18
Secrets	10
Cluster Roles	2
Controller Watches	152

Component Architecture¶

CRDs, controllers, and owned Kubernetes resources.

graph LR
    %% Component architecture for kserve

    classDef crd fill:#e74c3c,stroke:#c0392b,color:#fff
    classDef controller fill:#3498db,stroke:#2980b9,color:#fff
    classDef owned fill:#2ecc71,stroke:#27ae60,color:#fff
    classDef external fill:#95a5a6,stroke:#7f8c8d,color:#fff
    classDef dep fill:#f39c12,stroke:#e67e22,color:#fff

    subgraph controller["kserve Controller"]
        dep_1["keda-metrics-apiserver"]
        class dep_1 controller
        dep_2["keda-metrics-apiserver"]
        class dep_2 controller
        dep_3["keda-operator"]
        class dep_3 controller
        dep_4["keda-operator"]
        class dep_4 controller
        dep_5["kserve-controller-manager"]
        class dep_5 controller
        dep_6["kserve-localmodel-controller-manager"]
        class dep_6 controller
        dep_7["llama-deployment"]
        class dep_7 controller
        dep_8["llama-deployment"]
        class dep_8 controller
        dep_9["llmisvc-controller-manager"]
        class dep_9 controller
    end

    crd_ClusterServingRuntime{{"ClusterServingRuntime\n/v1alpha1"}}
    class crd_ClusterServingRuntime crd
    crd_ClusterStorageContainer{{"ClusterStorageContainer\n/v1alpha1"}}
    class crd_ClusterStorageContainer crd
    crd_InferenceGraph{{"InferenceGraph\n/v1alpha1"}}
    class crd_InferenceGraph crd
    crd_InferenceGraph -->|"For (reconciles)"| controller
    crd_LLMInferenceService{{"LLMInferenceService\n/v1alpha1"}}
    class crd_LLMInferenceService crd
    crd_LLMInferenceService -->|"For (reconciles)"| controller
    crd_LLMInferenceServiceConfig{{"LLMInferenceServiceConfig\n/v1alpha1"}}
    class crd_LLMInferenceServiceConfig crd
    crd_LocalModelCache{{"LocalModelCache\n/v1alpha1"}}
    class crd_LocalModelCache crd
    crd_LocalModelCache -->|"For (reconciles)"| controller
    crd_LocalModelNamespaceCache{{"LocalModelNamespaceCache\n/v1alpha1"}}
    class crd_LocalModelNamespaceCache crd
    crd_LocalModelNamespaceCache -->|"For (reconciles)"| controller
    crd_LocalModelNode{{"LocalModelNode\n/v1alpha1"}}
    class crd_LocalModelNode crd
    crd_LocalModelNode -->|"For (reconciles)"| controller
    crd_LocalModelNodeGroup{{"LocalModelNodeGroup\n/v1alpha1"}}
    class crd_LocalModelNodeGroup crd
    crd_ServingRuntime{{"ServingRuntime\n/v1alpha1"}}
    class crd_ServingRuntime crd
    crd_TrainedModel{{"TrainedModel\n/v1alpha1"}}
    class crd_TrainedModel crd
    crd_TrainedModel -->|"For (reconciles)"| controller
    crd_LLMInferenceService{{"LLMInferenceService\n/v1alpha2"}}
    class crd_LLMInferenceService crd
    crd_LLMInferenceService -->|"For (reconciles)"| controller
    crd_LLMInferenceServiceConfig{{"LLMInferenceServiceConfig\n/v1alpha2"}}
    class crd_LLMInferenceServiceConfig crd
    crd_InferenceService{{"InferenceService\n/v1beta1"}}
    class crd_InferenceService crd
    crd_InferenceService -->|"For (reconciles)"| controller
    crd_ClusterServingRuntime{{"ClusterServingRuntime\nserving.kserve.io/v1alpha1"}}
    class crd_ClusterServingRuntime crd
    crd_ClusterStorageContainer{{"ClusterStorageContainer\nserving.kserve.io/v1alpha1"}}
    class crd_ClusterStorageContainer crd
    crd_InferenceGraph{{"InferenceGraph\nserving.kserve.io/v1alpha1"}}
    class crd_InferenceGraph crd
    crd_InferenceGraph -->|"For (reconciles)"| controller
    crd_LocalModelCache{{"LocalModelCache\nserving.kserve.io/v1alpha1"}}
    class crd_LocalModelCache crd
    crd_LocalModelCache -->|"For (reconciles)"| controller
    crd_LocalModelNamespaceCache{{"LocalModelNamespaceCache\nserving.kserve.io/v1alpha1"}}
    class crd_LocalModelNamespaceCache crd
    crd_LocalModelNamespaceCache -->|"For (reconciles)"| controller
    crd_LocalModelNode{{"LocalModelNode\nserving.kserve.io/v1alpha1"}}
    class crd_LocalModelNode crd
    crd_LocalModelNode -->|"For (reconciles)"| controller
    crd_LocalModelNodeGroup{{"LocalModelNodeGroup\nserving.kserve.io/v1alpha1"}}
    class crd_LocalModelNodeGroup crd
    crd_ServingRuntime{{"ServingRuntime\nserving.kserve.io/v1alpha1"}}
    class crd_ServingRuntime crd
    crd_TrainedModel{{"TrainedModel\nserving.kserve.io/v1alpha1"}}
    class crd_TrainedModel crd
    crd_TrainedModel -->|"For (reconciles)"| controller
    crd_LLMInferenceService{{"LLMInferenceService\nserving.kserve.io/v1alpha2"}}
    class crd_LLMInferenceService crd
    crd_LLMInferenceService -->|"For (reconciles)"| controller
    crd_LLMInferenceServiceConfig{{"LLMInferenceServiceConfig\nserving.kserve.io/v1alpha2"}}
    class crd_LLMInferenceServiceConfig crd
    crd_InferenceService{{"InferenceService\nserving.kserve.io/v1beta1"}}
    class crd_InferenceService crd
    crd_InferenceService -->|"For (reconciles)"| controller
    controller -->|"Owns"| owned_10["ClusterRole"]
    class owned_10 owned
    controller -->|"Owns"| owned_11["ClusterRoleBinding"]
    class owned_11 owned
    controller -->|"Owns"| owned_12["ConfigMap"]
    class owned_12 owned
    controller -->|"Owns"| owned_13["DaemonSet"]
    class owned_13 owned
    controller -->|"Owns"| owned_14["Deployment"]
    class owned_14 owned
    controller -->|"Owns"| owned_15["HTTPRoute"]
    class owned_15 owned
    controller -->|"Owns"| owned_16["HorizontalPodAutoscaler"]
    class owned_16 owned
    controller -->|"Owns"| owned_17["InferencePool"]
    class owned_17 owned
    controller -->|"Owns"| owned_18["Ingress"]
    class owned_18 owned
    controller -->|"Owns"| owned_19["Job"]
    class owned_19 owned
    controller -->|"Owns"| owned_20["LeaderWorkerSet"]
    class owned_20 owned
    controller -->|"Owns"| owned_21["OpenTelemetryCollector"]
    class owned_21 owned
    controller -->|"Owns"| owned_22["PersistentVolume"]
    class owned_22 owned
    controller -->|"Owns"| owned_23["PersistentVolumeClaim"]
    class owned_23 owned
    controller -->|"Owns"| owned_24["PodDisruptionBudget"]
    class owned_24 owned
    controller -->|"Owns"| owned_25["PodMonitor"]
    class owned_25 owned
    controller -->|"Owns"| owned_26["Route"]
    class owned_26 owned
    controller -->|"Owns"| owned_27["ScaledObject"]
    class owned_27 owned
    controller -->|"Owns"| owned_28["Secret"]
    class owned_28 owned
    controller -->|"Owns"| owned_29["Service"]
    class owned_29 owned
    controller -->|"Owns"| owned_30["ServiceAccount"]
    class owned_30 owned
    controller -->|"Owns"| owned_31["ServiceMonitor"]
    class owned_31 owned
    controller -->|"Owns"| owned_32["StatefulSet"]
    class owned_32 owned
    controller -->|"Owns"| owned_33["VariantAutoscaling"]
    class owned_33 owned
    controller -->|"Owns"| owned_34["VirtualService"]
    class owned_34 owned
    watch_35["ClusterServingRuntime"] -->|"Watches"| controller
    class watch_35 external
    watch_36["ConfigMap"] -->|"Watches"| controller
    class watch_36 external
    watch_37["Gateway"] -->|"Watches"| controller
    class watch_37 external
    watch_38["HTTPRoute"] -->|"Watches"| controller
    class watch_38 external
    watch_39["InferenceService"] -->|"Watches"| controller
    class watch_39 external
    watch_40["LLMInferenceServiceConfig"] -->|"Watches"| controller
    class watch_40 external
    watch_41["LocalModelNode"] -->|"Watches"| controller
    class watch_41 external
    watch_42["Node"] -->|"Watches"| controller
    class watch_42 external
    watch_43["Pod"] -->|"Watches"| controller
    class watch_43 external
    watch_44["ServingRuntime"] -->|"Watches"| controller
    class watch_44 external
    watch_45["StatefulSet"] -->|"Watches"| controller
    class watch_45 external

CRDs¶

Group	Version	Kind	Scope	Fields	Validation Rules	Discovery	Source
	v1alpha1	ClusterServingRuntime	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/servingruntime_types.go`
	v1alpha1	ClusterStorageContainer	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/storage_container_types.go`
	v1alpha1	InferenceGraph	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/inference_graph.go`
	v1alpha1	LLMInferenceService	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/llm_inference_service_types.go`
	v1alpha1	LLMInferenceServiceConfig	Namespaced	18	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/llm_inference_service_types.go`
	v1alpha1	LocalModelCache	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/local_model_cache_types.go`
	v1alpha1	LocalModelNamespaceCache	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/local_model_namespace_cache_types.go`
	v1alpha1	LocalModelNode	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/local_model_node_types.go`
	v1alpha1	LocalModelNodeGroup	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/local_model_node_group_types.go`
	v1alpha1	ServingRuntime	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/servingruntime_types.go`
	v1alpha1	TrainedModel	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha1/trained_model.go`
	v1alpha2	LLMInferenceService	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha2/llm_inference_service_types.go`
	v1alpha2	LLMInferenceServiceConfig	Namespaced	18	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1alpha2/llm_inference_service_types.go`
	v1beta1	InferenceService	Namespaced	19	0	Go AST	`/home/runner/work/_temp/arch-analyzer-repos/kserve/pkg/apis/serving/v1beta1/inference_service.go`
serving.kserve.io	v1alpha1	ClusterServingRuntime	Cluster	1183	0	YAML	`config/crd/full/serving.kserve.io_clusterservingruntimes.yaml`
serving.kserve.io	v1alpha1	ClusterStorageContainer	Cluster	216	0	YAML	`config/crd/full/clusterstoragecontainer/serving.kserve.io_clusterstoragecontainers.yaml`
serving.kserve.io	v1alpha1	InferenceGraph	Namespaced	150	0	YAML	`config/crd/full/serving.kserve.io_inferencegraphs.yaml`
serving.kserve.io	v1alpha1	LocalModelCache	Cluster	20	1	YAML	`config/crd/full/localmodel/serving.kserve.io_localmodelcaches.yaml`
serving.kserve.io	v1alpha1	LocalModelNamespaceCache	Namespaced	20	1	YAML	`config/crd/full/localmodel/serving.kserve.io_localmodelnamespacecaches.yaml`
serving.kserve.io	v1alpha1	LocalModelNode	Cluster	15	0	YAML	`config/crd/full/localmodel/serving.kserve.io_localmodelnodes.yaml`
serving.kserve.io	v1alpha1	LocalModelNodeGroup	Cluster	220	0	YAML	`config/crd/full/localmodel/serving.kserve.io_localmodelnodegroups.yaml`
serving.kserve.io	v1alpha1	ServingRuntime	Namespaced	1183	0	YAML	`config/crd/full/serving.kserve.io_servingruntimes.yaml`
serving.kserve.io	v1alpha1	TrainedModel	Namespaced	25	0	YAML	`config/crd/full/serving.kserve.io_trainedmodels.yaml`
serving.kserve.io	v1alpha2	LLMInferenceService	Namespaced	5732	110	YAML	`config/crd/full/llmisvc/serving.kserve.io_llminferenceservices.yaml`
serving.kserve.io	v1alpha2	LLMInferenceServiceConfig	Namespaced	5711	95	YAML	`config/crd/full/llmisvc/serving.kserve.io_llminferenceserviceconfigs.yaml`
serving.kserve.io	v1beta1	InferenceService	Namespaced	6547	0	YAML	`config/crd/full/serving.kserve.io_inferenceservices.yaml`

Dependencies¶

Key External Dependencies¶

Module	Version
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.2.2
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.3.0
github.com/go-logr/logr	v1.3.0
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.1
github.com/go-logr/logr	v1.2.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.1
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.3
github.com/go-logr/logr	v1.4.2
github.com/go-logr/logr	v1.4.2
github.com/go-logr/stdr	v1.2.2
github.com/go-logr/stdr	v1.2.2
github.com/go-logr/stdr	v1.2.2
github.com/go-logr/stdr	v1.2.2
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/go-logr/zapr	v1.3.0
github.com/operator-framework/api	v0.27.0
github.com/operator-framework/api	v0.27.0
github.com/operator-framework/operator-lib	v0.15.0
github.com/operator-framework/operator-lib	v0.15.0
github.com/prometheus-operator/prometheus-operator	v0.76.2
github.com/prometheus-operator/prometheus-operator	v0.76.2
github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring	v0.76.2
github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring	v0.89.0
github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring	v0.76.2
github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring	v0.89.0
github.com/prometheus-operator/prometheus-operator/pkg/apis/monitoring	v0.89.0
github.com/prometheus-operator/prometheus-operator/pkg/client	v0.76.2
github.com/prometheus-operator/prometheus-operator/pkg/client	v0.76.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.11.1
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.19.1
github.com/prometheus/client_golang	v1.19.1
github.com/prometheus/client_golang	v1.19.1
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.11.1
github.com/prometheus/client_golang	v1.22.0
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.20.5
github.com/prometheus/client_golang	v1.23.2
github.com/prometheus/client_golang	v1.22.0
github.com/prometheus/client_golang	v1.19.1
github.com/prometheus/client_golang	v1.20.5
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/client_model	v0.6.1
github.com/prometheus/client_model	v0.6.2
github.com/prometheus/common	v0.65.0
github.com/prometheus/common	v0.65.0
github.com/prometheus/common	v0.67.4
github.com/prometheus/common	v0.67.5
github.com/prometheus/common	v0.55.0
github.com/prometheus/common	v0.62.0
github.com/prometheus/common	v0.55.0
github.com/prometheus/common	v0.67.5
github.com/prometheus/common	v0.67.5
github.com/prometheus/common	v0.66.1
github.com/prometheus/common	v0.60.1
github.com/prometheus/common	v0.67.5
github.com/prometheus/common	v0.67.4
github.com/prometheus/common	v0.60.1
github.com/prometheus/common	v0.67.4
github.com/prometheus/common	v0.62.0
github.com/prometheus/common	v0.66.1
github.com/prometheus/otlptranslator	v1.0.0
github.com/prometheus/otlptranslator	v1.0.0
github.com/prometheus/otlptranslator	v1.0.0
github.com/prometheus/otlptranslator	v1.0.0
github.com/prometheus/procfs	v0.16.1
github.com/prometheus/procfs	v0.15.1
github.com/prometheus/procfs	v0.15.1
github.com/prometheus/procfs	v0.16.1
github.com/prometheus/prometheus	v0.308.1
github.com/prometheus/prometheus	v0.308.1
github.com/prometheus/prometheus	v0.54.0
github.com/prometheus/prometheus	v0.55.0
github.com/prometheus/prometheus	v0.55.0
github.com/prometheus/prometheus	v0.54.0
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.74.2
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.74.2
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.73.0
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.58.2
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.69.4
google.golang.org/grpc	v1.73.0
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.78.0
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.69.4
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.56.3
google.golang.org/grpc	v1.75.0
google.golang.org/grpc	v1.67.3
google.golang.org/grpc	v1.78.0
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.63.2
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.67.3
google.golang.org/grpc	v1.75.0
google.golang.org/grpc	v1.67.0
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.58.2
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.75.1
google.golang.org/grpc	v1.72.1
google.golang.org/grpc	v1.71.1
google.golang.org/grpc	v1.56.3
google.golang.org/grpc	v1.67.0
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.77.0
google.golang.org/grpc	v1.71.0
google.golang.org/grpc	v1.63.2
google.golang.org/grpc/cmd/protoc-gen-go-grpc	v1.5.1
google.golang.org/grpc/cmd/protoc-gen-go-grpc	v1.5.1
google.golang.org/grpc/cmd/protoc-gen-go-grpc	v1.5.1
google.golang.org/grpc/cmd/protoc-gen-go-grpc	v1.5.1
google.golang.org/grpc/examples	v0.0.0-20250407062114-b368379ef8f6
google.golang.org/grpc/examples	v0.0.0-20250407062114-b368379ef8f6
k8s.io/api	v0.34.1
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.34.5
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.31.2
k8s.io/api	v0.34.1
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.34.3
k8s.io/api	v0.29.0
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